{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Enriching Shooting Data\n",
    "\n",
    "Goal: Visualize every shot a player takes during a single game with information on the closest defender\n",
    "Steps:\n",
    "\n",
    "1. Merge Advanced Shot Log with Shot Chart\n",
    "2. Scatter plot each shot\n",
    "3. Add ring to each shot using the distance of nearest defender as radius\n",
    "4. Shade in each ring to represent in-your-face to WTFO\n",
    "5. Change shape of each shot to represent Make/Miss\n",
    "6. Funtionalize the whole process so that it takes a playerID and GameID as arguments and returns a chart with titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0.1\n",
      "0.18.0\n"
     ]
    }
   ],
   "source": [
    "# Getting Basic Data\n",
    "import goldsberry\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "pd.set_option(\"display.max_columns\", 50)\n",
    "pd.options.mode.chained_assignment = None \n",
    "print goldsberry.__version__\n",
    "print pd.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Getting Players List\n",
    "players_2015 = goldsberry.PlayerList(Season='2015-16')\n",
    "players_2015 = pd.DataFrame(players_2015.players())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "harden_id = players_2015.loc[players_2015['DISPLAY_LAST_COMMA_FIRST'].str.contains(\"Harden\"), 'PERSON_ID']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#XY Shot Charts\n",
    "harden_shots = goldsberry.player.shot_chart(harden_id.values.tolist()[0], Season='2015-16')\n",
    "harden_shots = pd.DataFrame(harden_shots.chart())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1617, 21)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "harden_shots.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ACTION_TYPE</th>\n",
       "      <th>EVENT_TYPE</th>\n",
       "      <th>GAME_EVENT_ID</th>\n",
       "      <th>GAME_ID</th>\n",
       "      <th>GRID_TYPE</th>\n",
       "      <th>LOC_X</th>\n",
       "      <th>LOC_Y</th>\n",
       "      <th>MINUTES_REMAINING</th>\n",
       "      <th>PERIOD</th>\n",
       "      <th>PLAYER_ID</th>\n",
       "      <th>PLAYER_NAME</th>\n",
       "      <th>SECONDS_REMAINING</th>\n",
       "      <th>SHOT_ATTEMPTED_FLAG</th>\n",
       "      <th>SHOT_DISTANCE</th>\n",
       "      <th>SHOT_MADE_FLAG</th>\n",
       "      <th>SHOT_TYPE</th>\n",
       "      <th>SHOT_ZONE_AREA</th>\n",
       "      <th>SHOT_ZONE_BASIC</th>\n",
       "      <th>SHOT_ZONE_RANGE</th>\n",
       "      <th>TEAM_ID</th>\n",
       "      <th>TEAM_NAME</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Step Back Jump shot</td>\n",
       "      <td>Missed Shot</td>\n",
       "      <td>34</td>\n",
       "      <td>0021500010</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>182</td>\n",
       "      <td>75</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Missed Shot</td>\n",
       "      <td>42</td>\n",
       "      <td>0021500010</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>137</td>\n",
       "      <td>200</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Missed Shot</td>\n",
       "      <td>72</td>\n",
       "      <td>0021500010</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>-29</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Missed Shot</td>\n",
       "      <td>85</td>\n",
       "      <td>0021500010</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>17</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Driving Reverse Layup Shot</td>\n",
       "      <td>Made Shot</td>\n",
       "      <td>129</td>\n",
       "      <td>0021500010</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>-17</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  ACTION_TYPE   EVENT_TYPE  GAME_EVENT_ID     GAME_ID  \\\n",
       "0         Step Back Jump shot  Missed Shot             34  0021500010   \n",
       "1                   Jump Shot  Missed Shot             42  0021500010   \n",
       "2                   Jump Shot  Missed Shot             72  0021500010   \n",
       "3                  Layup Shot  Missed Shot             85  0021500010   \n",
       "4  Driving Reverse Layup Shot    Made Shot            129  0021500010   \n",
       "\n",
       "           GRID_TYPE  LOC_X  LOC_Y  MINUTES_REMAINING  PERIOD  PLAYER_ID  \\\n",
       "0  Shot Chart Detail    182     75                  8       1     201935   \n",
       "1  Shot Chart Detail    137    200                  8       1     201935   \n",
       "2  Shot Chart Detail    -29     23                  5       1     201935   \n",
       "3  Shot Chart Detail     17      7                  3       1     201935   \n",
       "4  Shot Chart Detail    -17      3                  0       1     201935   \n",
       "\n",
       "    PLAYER_NAME  SECONDS_REMAINING  SHOT_ATTEMPTED_FLAG  SHOT_DISTANCE  \\\n",
       "0  James Harden                 33                    1             19   \n",
       "1  James Harden                  5                    1             24   \n",
       "2  James Harden                 10                    1              3   \n",
       "3  James Harden                 33                    1              1   \n",
       "4  James Harden                 41                    1              1   \n",
       "\n",
       "   SHOT_MADE_FLAG       SHOT_TYPE         SHOT_ZONE_AREA    SHOT_ZONE_BASIC  \\\n",
       "0               0  2PT Field Goal          Right Side(R)          Mid-Range   \n",
       "1               0  3PT Field Goal  Right Side Center(RC)  Above the Break 3   \n",
       "2               0  2PT Field Goal              Center(C)    Restricted Area   \n",
       "3               0  2PT Field Goal              Center(C)    Restricted Area   \n",
       "4               1  2PT Field Goal              Center(C)    Restricted Area   \n",
       "\n",
       "   SHOT_ZONE_RANGE     TEAM_ID        TEAM_NAME  \n",
       "0        16-24 ft.  1610612745  Houston Rockets  \n",
       "1          24+ ft.  1610612745  Houston Rockets  \n",
       "2  Less Than 8 ft.  1610612745  Houston Rockets  \n",
       "3  Less Than 8 ft.  1610612745  Houston Rockets  \n",
       "4  Less Than 8 ft.  1610612745  Houston Rockets  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "harden_shots.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The query in the below box no longer works thanks to the NBA restricting access to the data."
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#SportVU Shot Data\n",
    "harden_shots_advanced = goldsberry.player.shot_log(harden_id)\n",
    "harden_shots_advanced = pd.DataFrame(harden_shots_advanced.log())\n",
    "#Append PLAYER_ID to each shot_chart_advanced\n",
    "harden_shots_advanced['PLAYER_ID'] = harden_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dashboard = goldsberry.player.shot_dashboard(harden_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DRIBBLE_RANGE</th>\n",
       "      <th>EFG_PCT</th>\n",
       "      <th>FG2A</th>\n",
       "      <th>FG2A_FREQUENCY</th>\n",
       "      <th>FG2M</th>\n",
       "      <th>FG2_PCT</th>\n",
       "      <th>FG3A</th>\n",
       "      <th>FG3A_FREQUENCY</th>\n",
       "      <th>FG3M</th>\n",
       "      <th>FG3_PCT</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FGA_FREQUENCY</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FG_PCT</th>\n",
       "      <th>G</th>\n",
       "      <th>GP</th>\n",
       "      <th>PLAYER_ID</th>\n",
       "      <th>PLAYER_NAME_LAST_FIRST</th>\n",
       "      <th>SORT_ORDER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0 Dribbles</td>\n",
       "      <td>0.572</td>\n",
       "      <td>1.40</td>\n",
       "      <td>0.071</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.530</td>\n",
       "      <td>3.32</td>\n",
       "      <td>0.168</td>\n",
       "      <td>1.30</td>\n",
       "      <td>0.393</td>\n",
       "      <td>4.72</td>\n",
       "      <td>0.240</td>\n",
       "      <td>2.05</td>\n",
       "      <td>0.434</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>201935</td>\n",
       "      <td>Harden, James</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1 Dribble</td>\n",
       "      <td>0.544</td>\n",
       "      <td>1.54</td>\n",
       "      <td>0.078</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.563</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.333</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0.111</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.494</td>\n",
       "      <td>75</td>\n",
       "      <td>82</td>\n",
       "      <td>201935</td>\n",
       "      <td>Harden, James</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2 Dribbles</td>\n",
       "      <td>0.481</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.444</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.364</td>\n",
       "      <td>1.88</td>\n",
       "      <td>0.095</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.416</td>\n",
       "      <td>73</td>\n",
       "      <td>82</td>\n",
       "      <td>201935</td>\n",
       "      <td>Harden, James</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3-6 Dribbles</td>\n",
       "      <td>0.508</td>\n",
       "      <td>3.93</td>\n",
       "      <td>0.199</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.509</td>\n",
       "      <td>1.91</td>\n",
       "      <td>0.097</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.338</td>\n",
       "      <td>5.84</td>\n",
       "      <td>0.297</td>\n",
       "      <td>2.65</td>\n",
       "      <td>0.453</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>201935</td>\n",
       "      <td>Harden, James</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7+ Dribbles</td>\n",
       "      <td>0.458</td>\n",
       "      <td>3.62</td>\n",
       "      <td>0.184</td>\n",
       "      <td>1.62</td>\n",
       "      <td>0.448</td>\n",
       "      <td>1.44</td>\n",
       "      <td>0.073</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.322</td>\n",
       "      <td>5.06</td>\n",
       "      <td>0.257</td>\n",
       "      <td>2.09</td>\n",
       "      <td>0.412</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>201935</td>\n",
       "      <td>Harden, James</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  DRIBBLE_RANGE  EFG_PCT  FG2A  FG2A_FREQUENCY  FG2M  FG2_PCT  FG3A  \\\n",
       "0    0 Dribbles    0.572  1.40           0.071  0.74    0.530  3.32   \n",
       "1     1 Dribble    0.544  1.54           0.078  0.87    0.563  0.66   \n",
       "2    2 Dribbles    0.481  1.21           0.061  0.54    0.444  0.67   \n",
       "3  3-6 Dribbles    0.508  3.93           0.199  2.00    0.509  1.91   \n",
       "4   7+ Dribbles    0.458  3.62           0.184  1.62    0.448  1.44   \n",
       "\n",
       "   FG3A_FREQUENCY  FG3M  FG3_PCT   FGA  FGA_FREQUENCY   FGM  FG_PCT   G  GP  \\\n",
       "0           0.168  1.30    0.393  4.72          0.240  2.05   0.434  82  82   \n",
       "1           0.033  0.22    0.333  2.20          0.111  1.09   0.494  75  82   \n",
       "2           0.034  0.24    0.364  1.88          0.095  0.78   0.416  73  82   \n",
       "3           0.097  0.65    0.338  5.84          0.297  2.65   0.453  82  82   \n",
       "4           0.073  0.46    0.322  5.06          0.257  2.09   0.412  81  82   \n",
       "\n",
       "   PLAYER_ID PLAYER_NAME_LAST_FIRST  SORT_ORDER  \n",
       "0     201935          Harden, James           1  \n",
       "1     201935          Harden, James           2  \n",
       "2     201935          Harden, James           3  \n",
       "3     201935          Harden, James           4  \n",
       "4     201935          Harden, James           5  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(dashboard.dribble())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Sort XY Shots and Assign a Shot Number\n",
    "#ShotNumber will be used to merge the two datasets.\n",
    "harden_shots.sort(['GAME_ID', 'GAME_EVENT_ID'], inplace=True)\n",
    "harden_shots['SHOT_NUMBER'] = harden_shots.groupby(['GAME_ID', 'PLAYER_ID'])['GAME_EVENT_ID'].cumcount()+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Merge data into a single dataframe\n",
    "harden_shots_full = pd.merge(harden_shots, harden_shots_advanced, on=['GAME_ID', 'SHOT_NUMBER'], how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ACTION_TYPE</th>\n",
       "      <th>EVENT_TYPE</th>\n",
       "      <th>GAME_EVENT_ID</th>\n",
       "      <th>GAME_ID</th>\n",
       "      <th>GRID_TYPE</th>\n",
       "      <th>LOC_X</th>\n",
       "      <th>LOC_Y</th>\n",
       "      <th>MINUTES_REMAINING</th>\n",
       "      <th>PERIOD_x</th>\n",
       "      <th>PLAYER_ID_x</th>\n",
       "      <th>PLAYER_NAME</th>\n",
       "      <th>SECONDS_REMAINING</th>\n",
       "      <th>SHOT_ATTEMPTED_FLAG</th>\n",
       "      <th>SHOT_DISTANCE</th>\n",
       "      <th>SHOT_MADE_FLAG</th>\n",
       "      <th>SHOT_TYPE</th>\n",
       "      <th>SHOT_ZONE_AREA</th>\n",
       "      <th>SHOT_ZONE_BASIC</th>\n",
       "      <th>SHOT_ZONE_RANGE</th>\n",
       "      <th>TEAM_ID</th>\n",
       "      <th>TEAM_NAME</th>\n",
       "      <th>SHOT_NUMBER</th>\n",
       "      <th>CLOSEST_DEFENDER</th>\n",
       "      <th>CLOSEST_DEFENDER_PLAYER_ID</th>\n",
       "      <th>CLOSE_DEF_DIST</th>\n",
       "      <th>DRIBBLES</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FINAL_MARGIN</th>\n",
       "      <th>GAME_CLOCK</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>MATCHUP</th>\n",
       "      <th>PERIOD_y</th>\n",
       "      <th>PTS</th>\n",
       "      <th>PTS_TYPE</th>\n",
       "      <th>SHOT_CLOCK</th>\n",
       "      <th>SHOT_DIST</th>\n",
       "      <th>SHOT_RESULT</th>\n",
       "      <th>TOUCH_TIME</th>\n",
       "      <th>W</th>\n",
       "      <th>PLAYER_ID_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Missed Shot</td>\n",
       "      <td>18</td>\n",
       "      <td>0021400003</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>226</td>\n",
       "      <td>39</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Right Corner 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>1</td>\n",
       "      <td>Hill, Jordan</td>\n",
       "      <td>201941</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>10:02</td>\n",
       "      <td>A</td>\n",
       "      <td>OCT 28, 2014 - HOU @ LAL</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>19.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>missed</td>\n",
       "      <td>1.2</td>\n",
       "      <td>W</td>\n",
       "      <td>201935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Missed Shot</td>\n",
       "      <td>39</td>\n",
       "      <td>0021400003</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>-15</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>2</td>\n",
       "      <td>Hill, Jordan</td>\n",
       "      <td>201941</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>8:29</td>\n",
       "      <td>A</td>\n",
       "      <td>OCT 28, 2014 - HOU @ LAL</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>16.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>missed</td>\n",
       "      <td>1.9</td>\n",
       "      <td>W</td>\n",
       "      <td>201935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Made Shot</td>\n",
       "      <td>41</td>\n",
       "      <td>0021400003</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>-232</td>\n",
       "      <td>110</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>3</td>\n",
       "      <td>Lin, Jeremy</td>\n",
       "      <td>202391</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>8:24</td>\n",
       "      <td>A</td>\n",
       "      <td>OCT 28, 2014 - HOU @ LAL</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>22.5</td>\n",
       "      <td>23.5</td>\n",
       "      <td>made</td>\n",
       "      <td>1.0</td>\n",
       "      <td>W</td>\n",
       "      <td>201935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Missed Shot</td>\n",
       "      <td>95</td>\n",
       "      <td>0021400003</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>-146</td>\n",
       "      <td>135</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>4</td>\n",
       "      <td>Clarkson, Jordan</td>\n",
       "      <td>203903</td>\n",
       "      <td>3.3</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>4:35</td>\n",
       "      <td>A</td>\n",
       "      <td>OCT 28, 2014 - HOU @ LAL</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>19.4</td>\n",
       "      <td>missed</td>\n",
       "      <td>8.3</td>\n",
       "      <td>W</td>\n",
       "      <td>201935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Made Shot</td>\n",
       "      <td>120</td>\n",
       "      <td>0021400003</td>\n",
       "      <td>Shot Chart Detail</td>\n",
       "      <td>-8</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>201935</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612745</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>5</td>\n",
       "      <td>Clarkson, Jordan</td>\n",
       "      <td>203903</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>2:41</td>\n",
       "      <td>A</td>\n",
       "      <td>OCT 28, 2014 - HOU @ LAL</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>made</td>\n",
       "      <td>7.3</td>\n",
       "      <td>W</td>\n",
       "      <td>201935</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ACTION_TYPE   EVENT_TYPE  GAME_EVENT_ID     GAME_ID  \\\n",
       "0           Jump Shot  Missed Shot             18  0021400003   \n",
       "1          Layup Shot  Missed Shot             39  0021400003   \n",
       "2           Jump Shot    Made Shot             41  0021400003   \n",
       "3           Jump Shot  Missed Shot             95  0021400003   \n",
       "4  Driving Layup Shot    Made Shot            120  0021400003   \n",
       "\n",
       "           GRID_TYPE  LOC_X  LOC_Y  MINUTES_REMAINING  PERIOD_x  PLAYER_ID_x  \\\n",
       "0  Shot Chart Detail    226     39                  9         1       201935   \n",
       "1  Shot Chart Detail    -15     15                  8         1       201935   \n",
       "2  Shot Chart Detail   -232    110                  8         1       201935   \n",
       "3  Shot Chart Detail   -146    135                  4         1       201935   \n",
       "4  Shot Chart Detail     -8     22                  2         1       201935   \n",
       "\n",
       "    PLAYER_NAME  SECONDS_REMAINING  SHOT_ATTEMPTED_FLAG  SHOT_DISTANCE  \\\n",
       "0  James Harden                 58                    1             22   \n",
       "1  James Harden                 25                    1              2   \n",
       "2  James Harden                 21                    1             25   \n",
       "3  James Harden                 32                    1             19   \n",
       "4  James Harden                 38                    1              2   \n",
       "\n",
       "   SHOT_MADE_FLAG       SHOT_TYPE        SHOT_ZONE_AREA    SHOT_ZONE_BASIC  \\\n",
       "0               0  3PT Field Goal         Right Side(R)     Right Corner 3   \n",
       "1               0  2PT Field Goal             Center(C)    Restricted Area   \n",
       "2               1  3PT Field Goal  Left Side Center(LC)  Above the Break 3   \n",
       "3               0  2PT Field Goal  Left Side Center(LC)          Mid-Range   \n",
       "4               1  2PT Field Goal             Center(C)    Restricted Area   \n",
       "\n",
       "   SHOT_ZONE_RANGE     TEAM_ID        TEAM_NAME  SHOT_NUMBER  \\\n",
       "0          24+ ft.  1610612745  Houston Rockets            1   \n",
       "1  Less Than 8 ft.  1610612745  Houston Rockets            2   \n",
       "2          24+ ft.  1610612745  Houston Rockets            3   \n",
       "3        16-24 ft.  1610612745  Houston Rockets            4   \n",
       "4  Less Than 8 ft.  1610612745  Houston Rockets            5   \n",
       "\n",
       "   CLOSEST_DEFENDER  CLOSEST_DEFENDER_PLAYER_ID  CLOSE_DEF_DIST  DRIBBLES  \\\n",
       "0      Hill, Jordan                      201941             6.6         0   \n",
       "1      Hill, Jordan                      201941             0.5         2   \n",
       "2       Lin, Jeremy                      202391             4.0         0   \n",
       "3  Clarkson, Jordan                      203903             3.3        13   \n",
       "4  Clarkson, Jordan                      203903             1.0         7   \n",
       "\n",
       "   FGM  FINAL_MARGIN GAME_CLOCK LOCATION                   MATCHUP  PERIOD_y  \\\n",
       "0    0            18      10:02        A  OCT 28, 2014 - HOU @ LAL         1   \n",
       "1    0            18       8:29        A  OCT 28, 2014 - HOU @ LAL         1   \n",
       "2    1            18       8:24        A  OCT 28, 2014 - HOU @ LAL         1   \n",
       "3    0            18       4:35        A  OCT 28, 2014 - HOU @ LAL         1   \n",
       "4    1            18       2:41        A  OCT 28, 2014 - HOU @ LAL         1   \n",
       "\n",
       "   PTS  PTS_TYPE  SHOT_CLOCK  SHOT_DIST SHOT_RESULT  TOUCH_TIME  W  \\\n",
       "0    0         3        19.7       22.9      missed         1.2  W   \n",
       "1    0         2        16.9        3.7      missed         1.9  W   \n",
       "2    3         3        22.5       23.5        made         1.0  W   \n",
       "3    0         2        15.1       19.4      missed         8.3  W   \n",
       "4    2         2        15.0        6.3        made         7.3  W   \n",
       "\n",
       "   PLAYER_ID_y  \n",
       "0       201935  \n",
       "1       201935  \n",
       "2       201935  \n",
       "3       201935  \n",
       "4       201935  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "harden_shots_full.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Wrapping data merge into a function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6dtXShH2V7wTguZJsDMxH2cadzJEGFqBMkqDykdSVSDarIiYqIz4pLpw4lujz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb877470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")\n",
    "sns.set_color_codes()\n",
    "plt.figure(figsize=(12,11))\n",
    "plt.scatter(harden_shots.LOC_X, harden_shots.LOC_Y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Drawing NBA Court to Scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def draw_court(ax=None, color='black', lw=2, outer_lines=False):\n",
    "    # If an axes object isn't provided to plot onto, just get current one\n",
    "    if ax is None:\n",
    "        ax = plt.gca()\n",
    "\n",
    "    # Create the various parts of an NBA basketball court\n",
    "\n",
    "    # Create the basketball hoop\n",
    "    # Diameter of a hoop is 18\" so it has a radius of 9\", which is a value\n",
    "    # 7.5 in our coordinate system\n",
    "    hoop = Circle((0, 0), radius=7.5, linewidth=lw, color=color, fill=False)\n",
    "\n",
    "    # Create backboard\n",
    "    backboard = Rectangle((-30, -7.5), 60, -1, linewidth=lw, color=color)\n",
    "\n",
    "    # The paint\n",
    "    # Create the outer box 0f the paint, width=16ft, height=19ft\n",
    "    outer_box = Rectangle((-80, -47.5), 160, 190, linewidth=lw, color=color,\n",
    "                          fill=False)\n",
    "    # Create the inner box of the paint, widt=12ft, height=19ft\n",
    "    inner_box = Rectangle((-60, -47.5), 120, 190, linewidth=lw, color=color,\n",
    "                          fill=False)\n",
    "\n",
    "    # Create free throw top arc\n",
    "    top_free_throw = Arc((0, 142.5), 120, 120, theta1=0, theta2=180,\n",
    "                         linewidth=lw, color=color, fill=False)\n",
    "    # Create free throw bottom arc\n",
    "    bottom_free_throw = Arc((0, 142.5), 120, 120, theta1=180, theta2=0,\n",
    "                            linewidth=lw, color=color, linestyle='dashed')\n",
    "    # Restricted Zone, it is an arc with 4ft radius from center of the hoop\n",
    "    restricted = Arc((0, 0), 80, 80, theta1=0, theta2=180, linewidth=lw,\n",
    "                     color=color)\n",
    "\n",
    "    # Three point line\n",
    "    # Create the side 3pt lines, they are 14ft long before they begin to arc\n",
    "    corner_three_a = Rectangle((-220, -47.5), 0, 140, linewidth=lw,\n",
    "                               color=color)\n",
    "    corner_three_b = Rectangle((220, -47.5), 0, 140, linewidth=lw, color=color)\n",
    "    # 3pt arc - center of arc will be the hoop, arc is 23'9\" away from hoop\n",
    "    # I just played around with the theta values until they lined up with the \n",
    "    # threes\n",
    "    three_arc = Arc((0, 0), 475, 475, theta1=22, theta2=158, linewidth=lw,\n",
    "                    color=color)\n",
    "\n",
    "    # Center Court\n",
    "    center_outer_arc = Arc((0, 422.5), 120, 120, theta1=180, theta2=0,\n",
    "                           linewidth=lw, color=color)\n",
    "    center_inner_arc = Arc((0, 422.5), 40, 40, theta1=180, theta2=0,\n",
    "                           linewidth=lw, color=color)\n",
    "\n",
    "    # List of the court elements to be plotted onto the axes\n",
    "    court_elements = [hoop, backboard, outer_box, inner_box, top_free_throw,\n",
    "                      bottom_free_throw, restricted, corner_three_a,\n",
    "                      corner_three_b, three_arc, center_outer_arc,\n",
    "                      center_inner_arc]\n",
    "\n",
    "    if outer_lines:\n",
    "        # Draw the half court line, baseline and side out bound lines\n",
    "        outer_lines = Rectangle((-250, -47.5), 500, 470, linewidth=lw,\n",
    "                                color=color, fill=False)\n",
    "        court_elements.append(outer_lines)\n",
    "\n",
    "    # Add the court elements onto the axes\n",
    "    for element in court_elements:\n",
    "        ax.add_patch(element)\n",
    "\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unfortunately, the NBA has blocked access to the data that was used to construct the following shot charts. Prior to about February, they had data that contained very interesting metrics on individual shots. One of those metrics was the proximity of the nearest defender. \n",
    "\n",
    "The following charts basically graph circles around the shot location on court that mark where the defender was at the time of shot. A bigger circle means the shooter was more wide-open. We do not know where on the circle the defender as, only that the defender was somewhere on the perimeter of the circle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(422.5, -47.5)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VGRkJAPj9998FJ3E/8fHxAP58jYlK49S5a9Dq+YkEASqvQPwWL/ZUP5ZlIvJYjRo1glar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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2290c358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,11))\n",
    "plt.scatter(harden_shots_full.LOC_X[0], harden_shots_full.LOC_Y[0])\n",
    "draw_court()\n",
    "defender = Circle(xy, def_dist, alpha=.5)\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(defender)\n",
    "\n",
    "# Descending values along the axis from left to right\n",
    "plt.xlim(-300,300)\n",
    "plt.ylim(422.5, -47.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1470"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(harden_shots_full)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def draw_defender_radius(df, ax=None, alpha = .25):\n",
    "    # If an axes object isn't provided to plot onto, just get current one\n",
    "    if ax is None:\n",
    "        ax = plt.gca()\n",
    "    for i in range(len(df)):\n",
    "        defender = Circle((df.LOC_X[i],df.LOC_Y[i]), \n",
    "                          radius = df.CLOSE_DEF_DIST[i]*10, \n",
    "                          alpha = alpha)\n",
    "        ax.add_patch(defender)\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def fancy_shotchart(df):\n",
    "    plt.figure(figsize=(12,11))\n",
    "    plt.scatter(df.LOC_X, df.LOC_Y)\n",
    "    draw_court()\n",
    "    draw_defender_radius(df)\n",
    "    # Descending values along the axis from left to right\n",
    "    plt.xlim(-300,300)\n",
    "    plt.ylim(422.5, -47.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "harden_game = harden_shots_full.ix[harden_shots.GAME_ID == '0021400003']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2E9sZ27EU1QBOvz1HNmFw7NC+m3KRFxaXWSqG0ke5S1lOnIvTq9i2TTKxs2o/JFgWQux5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\n6AI92TTJhRzb7SJumwZBZ1qRb0kYBvR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dFjKTZVk8+uijjBgxgtbWVrvDsY3b7ebOO+/k\nq6++4vDDD+e0004jNzfX7rAEoU9G7FXBIJdBzEita7we1Zk/f77dYcRdTA9TVeKlrKTQ7lDiRiTL\n36pvbEFzZU6t8vdLSebNm5fQY7V3i4kUQuYJBAJMmzaN3/zmNzQ2NvLmm2/aHZLtxo0bx/z587n/\n/vvtDkUQ9she1UPI95BSbeU+//xz/N1+u8OIK10PUlnmo7iowO5Q4koky/SMHrV1hTOiVnlnPpz/\nIbqeuBOEonpobMreUTch86xbt45DDjmE5557Dq/Xy+zZsznvvPPsDislyLKMy+WyOwxB2GNDKwdT\nnOtA10N2hwLAvHcTO5CVbNGwn73Kc9O668WuiGQZaGpuQ1Iyb3LO+++/z4iRIwgEAixYsCBhx5Fl\nmdaOYML2LwjJ1NraygEHHMDSpUsZNWoUn376KVOnTrU7rJT3+eefc/PNNxOLpWZtqCAAVJaXsFf5\nIKIRe0d0/QE/Hy/4GIDZc2bz/vvv2xrPQJimiRntZszeZeTnZWZ5lkiWgfbuEIqi2B1GQhx33HEA\nvPXvtxJ6nJjloDvDHicJ2amoqIgrrriCM844g88++4xx48bZHVLKi0ajnH322dxzzz0cd9xxdHd3\n2x2SIOxSfl4uY/ceDDG/bSWE7733PnpE58cTf0xpSaktMcRDNKrjduhMGD0UtztznzhlfbIcjUYJ\nhFK3rcxAHX300ThUB59//jktLYmbiKdpLlq2dCVs/4KQTH/4wx946aWXGDRokN2hpAVVVXn66acp\nKyvjvffe45hjjhHt5YSU5nI52WdUNV5VJ6pHkn78t97qmQMxZcoJST92vOh6kMEFGiP3qsjYMtat\nsj5Z3tzSnlET+34od1Auhx12GJZp8Z+3/5PQY3UGUmfihCAMhCzLGX/yj7ef/OQnfPzxxwwdOpRP\nP/2Uo446KqE36IIwUJIkMXxYBeVFLvTIzttDJsKGDRtYtXIVXq+XI37yk6QdN55iup+RVYUMLi2y\nO5SkyPpkucufuRP7tjrh2zvXt958C8uyEnYcS3bStqUjYfsXhHgzDIPa2lq7w8gYe+21Fx9++CEj\nR45k8eLFGdkWS8g8ZSWFjB5aDIY/Ke3ltpZFHjV5Mk6nM+HHi6dIJIRLCTNhVCU5vswdaPyhPiXL\nX3/9NdOmTQOgpqaGc845h1/84hfcfvvt25KvuXPncuaZZzJ16lQ++OCDhAUcT9FolGAkccljqthv\n//0oKiqioaGBJUsTt1qQ6lDp6BYT/YT0EI1GmTZtGgceeCBr1qyxO5yMUVlZyfz583n++ec566yz\n7A5HEPrE6/UwftRQSnMdRMOJm38TjUV5++23AThhypSEHSfeeibx+RlekceIYRUZO89rV3pNlv/2\nt79x6623blul7e677+a6667jueeew7Is5s2bR0tLC88++yyzZ8/mySefZNasWQltVRYvbVs60ZyZ\n1wXjhxRZ4fjjjwd6RpcTKRBMrabvgrAzhmHwi1/8ghdeeIFgMCjKBeKsrKyMc845x+4wBGGPlZcV\ns8/IcjRCRKPxr2Ve+MlCOjs6GTZs2HaLh6UyPRIg32MyYXQ1ebk5dodji16T5erqah555JFtI8gr\nVqzggAMOAOCII45gwYIFLF26lIkTJ6KqKj6fj+rqalavXp3YyOOgOxhBlrOjEmVrsvzB/A8IBBNX\nmxWJIZa/FlKaZVlcd911vPjii+Tm5vLuu+9y2GGH2R2WIAgpQtM0Rg2vZNhgH4Ye344Zb73VM2A1\nZcqUlC8B1aM6shlgzLASqirKUj7eROo1Uzz22GO3G27/fs2r1+ulu7sbv99PTk7Odt/3+1O/jVgw\nnD39QIcMGcK+++5LJBzhg/c/SNhxnC4PrW2ibllIXffffz8PPfQQmqbx6quvcuCBB9odUtZYt25d\nWjx1FAToaTG375hqinLAiAYwjIF1zmpta2XhpwtRFIVjjjkmTlHGX1SPIBtBqkvcjBtZjceT+U/g\ne7PHw6rfH4n1+/0MGjQIn89HIPDdaGUgEEj5lkvhcBjdyK67pCkn9NRHvflW4pbtlSQJf0hcDIXU\nFYvFkGWZp59+mkmTJtkdTtb473//ywEHHMCvf/3rhE40FoR4kiSJIYNL2Hd0FaV5CkbUj9HPhXfe\nfvsdLNPi0MMOJS8v9Va5i0YjKGaIYeU5jBtVRVFhvt0hpYw9TpbHjBnDZ599BsCHH37I/vvvz4QJ\nE/jiiy/QdZ3u7m6++eYbRowYEfdg46m9sxtnFtQrf98RRxyB2+NmxfIVbKzZmLDjhCOZ27daSH83\n3XQTq1evFjW1SebxeIhEIjz11FM8+OCDdocjCHtEkiQGlxbxozFDGVygYsUCe9Q5w7Ks7/VWTq2J\nfboexmGF2HvIIMaOrCQ/L7UHO+3Q52R5a63KzTffzMMPP8zZZ5+NYRgcf/zxFBUVcd5553Huuedy\n/vnnc91116FpWsKCjodIJJZ19Tdul5vJkycD8H//938JO04kZoiRIyGlDR8+3O4Qss5+++3HM888\nA8ANN9zAv//9b5sjEoT+KS0pZMLoaioLnWhSmEio97rmL7/6krpNdRQWFXLgAfaXfsViUaIRPx5V\nZ2RlHmNGVJI7KDsn7/WFZNmQ1dTV1TF58mTmzZtHRUVFsg8PwKpv6ohambs0466sW7eOSy65BLfH\nzUsvvoTH44n7MSKREGOHFSZk34kUCATZ0tFNNGYSNUyiUYOYYbH1L0SSQJbB4ZDRHAoOWcLndZKf\nl5t1bXR2ZuvNZ7xPKYnar2CP22+/nTvuuIPCwkKWLl3K4MGD+7Uf8XkTUoVhGGxubqPTHyYQtnC5\nd+w/fOttt/HxRx9xwYUXcP5559sQZU/7t5gexOdxUJTnpSA/L2sGDQeadzoSEFNaiOgGsmp3FMk3\nfPhwxo8fz9KlS3n7nbc57dTT4n4MTXPR5Q+mfLIci8VoatlCVyBCKGJgSQ40zQV8m/gqsLMc2ABC\n35asdQR1NjTU4lIVvB4HxQW5WdWoPR3EYjEcjqw91aWc3//+9yxcuJB58+bx4YcfMnXqVLtDEoQB\nURSFIYNLGAJEIhGaWtrpCuiEdRNFddLa1saCBR+jOBROPunkpMam6xGwonicCvm5bkqKq7KmC1g8\nZeUVxLIsojELZxYmywCnnX46S5cu5ZVXXuHUU06N+52lJElEIqnbaaS1rZ3WjgD+YBTN5UOS3Kj9\nXERJcThQHD2PrgI6tNe2o0qt5PqcDBlcJJI0m61evZoTTjiBRx55JOXqBLOVLMv84x//oL6+flsb\nUkHIFE6nk6qKMqBnJLezq5unnrifUGcLx045Ca8vcYNIlmURiYRQZQuPy4HbpZJXlicGcOIgK6/k\nkUgEpOy9s/rJTw6noLCA2ppavlr8FRN/PDHux9Bj8etLGS9NLW00tfmJoaE6XDjd8S/D6RmZhs6w\nReuqOvJzNCoGF6V8DX8mikaj/PKXv2T9+vW88MILIllOIeXl5ZSXl9sdhiAklCzLuF1Onn/2KQKd\nbdxw5YWMrsqnoytANGb0lPvFTGIxs+eaKSkoioosy0iStO3LsqxtX0YshmnGkCUL1SHhcMioioLm\nkNE0B/m5Jbhc2VdimmhZmizryEqWDivTsyz1ySefwjNPP80rr7ySkGQ5ZqROstze0UVt4xZM2YnD\n4SUZ77wkSWguH4EoLF3TQGGuk6ohpeLxVxL94Q9/4IsvvqC6upqHH37Y7nAEQchCc+bMoa2tjR//\n+McccsghSJKEbxcjvbquEwqFicYMLMvEMHsSZFmWUWQAGafmxe12iaeWSZaVv+2wHs36D9rJJ53E\n/3v2WT7++GOampsoLSmN6/6NFEiWY7EY62s30x0GTfPteZ/EONFcPjpDJktW1VJdnk9+Xq5NkWSP\nBQsWcNdddyFJEv/85z/JzRW/c0EQksuyrG036r/5zW96LXnUNE08hUxRWTnMFYsZWTMDdFcKCws5\n4qc/xTKthLSRM0x7Z5K3d3SyZHUdEdO1rTTCTrIso2g+NjT6Wbu+Tsy0TyDDMLj00ksxTZMbb7yR\nI444wu6QhD6YN28eK1eutDsMQYibzz77jEWLFlFQUCD6uqe5LE2W7R/1TAWnn97TCeON19+I+xK0\nMcO+ZLC2bjPrG7pQnT7bYtgVVXUSjGksXV1DOByxO5yMpCgKs2bN4sQTT+T222+3OxyhDx5//HGO\nPvporrnmGnEjKWSMRx55BICLL74Ytzu7FkHLNFmZLJtpdDLWdZ335i/gvfkL4p7Q7jNuH4YPH05n\nZyfvf/B+XPdt9NKgPRFM02TF2hq2BEDTUvfEJMsyksPHim8a6ejssjucjHTcccfx+uuvi4kuaeKs\ns84iNzeXt99+m7feesvucARhwJqampg7dy6SJHHZZZfZHY4wQFmZLJMmubKu6zz05Mu8syzGO8ti\nPPTky3FNmCVJ4rTTTwfgpRdfiuuIztYZvMliGAbL19QSw4OipEc9uur0sb6+g7YtHXaHIgi2Kioq\nYsaMGQBcd911RKN9X0ZYEFLR448/jq7rnHTSSQwbNszucIQByspkOU1yZT765AvazHIkWUGSFVqN\ncj765Iu4HuOYo48mLz+PdevW8eWXX8Z138lKlg3DYNmaWizFm3a16Krmoaaxm5a2drtDEQRbXXHF\nFYwYMYLVq1fzl7/8xe5wBKHfgsHgtol9119/vc3RCPGQlcmy8B1N0zjzzDMBeOGFF+K2XwuSkria\npsmy1TXIak7aJcpbqU43mzYHaBUjzEIW0zSN++67D4C//e1vmDaUcglCPPzjH/+gra2NAw88UEww\nzhBZmSynS0p1+CH7Uyg3YBoGpmFQpDRw+CH7x/04p55yKm63m0WLFrFm7Zr47NSyEp68WpbFynWb\nkNSchB4nGVSni5rGTrq6/XaHkpb++9//cvPNN9PVJWrA09nJJ5/Mk08+ycKFC0VPciEtxWIxZs2a\nBcCNN96YtoM4wvay8myULh9eTdO46uIzOHa8g2PHO7jq4jMS0oMxJyeHk04+CYDZs+fEZZ/J+B2v\nr2kgarnS5v3sjeb0sq62VXTJ6Ie7776be+65Z9vscyE9SZLERRddhNcrlucV0tNLL73Exo0bGTFi\nBKeddprd4QhxkpXJsuJInx9b0zSO+umhHPXTQxParPysM89CURQ++OB9GhsbB7w/VUns73hzcxud\nIQlFURJ6nGRTnT7WbGwU7bP2wLJly3jrrbdwu91ceumldocjCEKWsiyLe++9F4Abbrgh465P2Sx9\nssY4csiZMRIZTyUlJUw+ejKWaTH3xRcHvL9E5sqhUJiGFj+qmpkrHVmyh5q6zXaHkTa2PvK86KKL\nKCoqsjkaQRCy1bx58/jqq68oLS3lvPPOszscIY6yMlnWNBUjFrM7jJRz9tSzAXjzzTfo6BjYZDMl\ngdnyutrNqM7MfUwryzJbugw6OrvtDiXl1dfX89xzzyHLMtdee63d4QiCkMXuueceAK6++mrR4z3D\nZGWy7HZpxEyRLP/QsGHDOPjgg9EjOq+++uqA9uVIULK8qb4Jg9RdcCReVKeLDfVtoiNAL9544w2i\n0ShnnHEGe++9t93hCHEUi8V4/vnnmTp1qvg7EFLel19+ybvvvovP5+PXv/613eEIcZaVybKmaVhi\nZHmnzj6nZ3T5lVdeIRQO9Xs/iUiWdV2nuT2UNXVgssNDXUOz3WGktEsvvZSvvvqKP/7xj3aHIsSZ\nZVncdNNNzJ07lzfffNPucARht/785z8DPeek/Px8m6MR4i0rk2WHw4EjPRZ5S7oJ4ycwZswYurq6\neP211/u9H6cW/4S2pr4ZzeWL+35TlSzLtHSExWpmvfjRj37E6NGj7Q5DiDNVVbnmmmsAeOihh2yO\nRhB2be3atcydOxeHw7HtMytklqxMlgGcatb+6LslSRLTpk0DehYpCUfCe7yPaDSKzxPfeq1AIEhX\nMPs6RGguH7X1YnRZyE4XXXQRqqoyb948Nm8Wk16F1PTHP/4R0zQ5//zzqaystDscIQGyNmN0amJo\neVcOPvhgRo0aRXt7O//61//t8euNWBifL74T8DY1tKE5M79WeWc6AgbBYP9LYgQhXeXn53PCCSdg\nmiazZ8+2OxxB2MHq1at57rnncDgc3HrrrXaHIyRI9ibLanbUvfaHJEmcf8H5ALzwwvN7XLusOeS4\n1hW3d3QRjGXtRxXN6aG2vtXuMATBFueeey4A//nPf2yORBB29Ic//AHTNLnwwgsZOnSo3eEICZK1\nGcigHC96VLc7jJR18EEHM3rMaDo7OvnXq//ao9dqcS5xaWrrQlWdcd1nuumOmITDe14Sk4ksy+Ke\ne+5h8eLFYvGWLHDyySfzn//8h9dee83uUARhOytXruSFF15AVVVuueUWu8MREihrk+UcnxdMkSzv\niiRJXHD+BQDMnj2bUKjvo8telxq3OAzDIBASnUtcLi/NrQPrfZ0pFi9ezM0338wxxxxDTHS1yXhu\nt5tjjz0Wh5iVLaSYP/zhD1iWxUUXXUR1dbXd4QgJlLXJsiRJeJyiFGN3DjzwQMaMGUNnZyev9LHv\nsq6Hyc/LiVsMm5vbcGieuO0vnXX6xc0dwPPPPw/A1KlTUdX43ZgJgiD01fLly5kzZw6qqjJ9+nS7\nwxESLGuTZYjvCGgmkiSJCy68AIA5s2cTDAZ7f40V6xm1j5NOfxhZzuqP6Ta6KeMP9P4eZDLLspgz\nZw7wXS2rIAhCsm0dVf6f//kfqqqq7A5HSLCszkIK8nLQdVEHujsH7H8AY8eNpauri1deeaXX7T2u\n+D0qjUQiBMKiJnUrTXPR0tZpdxi2Wrt2LZs2baK4uJiDDz7Y7nAEQchCy5Yt48UXX0TTNDGqnCWy\nOln2+bzIiJrH3ZEkiQsvuBCAOXPnEAgGdrmtZVnkeLS4HbuppR2XO74t6NJdZyC7SzHmzZsHwJFH\nHimeOGShuro63nnnHbvDELLcHXfcgWVZXHLJJVRUVNgdjpAEWX+1yfXGL7nLVPvttx/jx4+nu6ub\nuXPm7nI7PeyntLggbscVNbo7MlDp6OyyOwzbHHPMMdx3331ceOGFdociJFlzczOVlZWcdtpp6Lo4\nNwj2WLRoES+99BJOp5Pf/e53docjJEnWJ8vFBYNEKUYvJEnif/7nfwCYO3cubW1tO93O51HjNmM9\nGAwRiUlx2Vcm0VSN1vZuu8OwzfDhw7n++us5/vjj7Q5FSLKSkhLGjh1LMBjk008/tTscIQtZlsVv\nf/tbAK688kqGDBlic0RCsmR9spyT48MhGXaHkfImTJjAYYcdRjgc5plnntnh3w3DIH9Q/FbY6+jy\n43Rl54p9vQlHxOdVyE6TJ08GvivHEYRk+ve//837779Pfn6+qFXOMlmfLIMoxeirSy+9FFmWeeON\nN6ipqdnu34xoiOLC/LgdK6KLWvJdiURNu0MQBFscddRRALz33ns2RyJkG8MwuPHGGwG45ZZbyM+P\n3/VOSH0iWQYGlxagR7K7JVdfVFVVceKJJ2KaJn/921+3+7dBXkdcJ1yFRbK8SxbyHi0SIwiZYtKk\nSciyzMKFC+0ORcgyzzzzDMuWLaO6uporrrjC7nCEJBPJMuB0OvG5xK+iLy644AJcLhcLPl7A10u+\nBkCPhBhSWhjX44jR011TNRddfnFzJ2SfvLw8pk2bJiZ4CkkVDAa57bbbAPjTn/6Ey+WyOSIh2USG\n+K3ykjwiETFa15uCggKmTp0KwOOPP45lWXid4PHEr77YMAyiMZEs74osy4TDUbvDSLqxY8dy0UUX\n2R2GYLOnn36aJ554wu4whCzy4IMP0tDQwMSJEznnnHPsDkewgUiWv5WT48MjFvTrk6lTp5Kfn8+q\nlauYN+8dBpfkxXX//kAQxSHu3HcnEs2+SX4rV65kxYoVdochCEIWaWlpYebMmQD8+c9/Fv3ds5R4\n17+nrDiHqB6xO4yU53a7ueDbx6CPP3o/bpczrvvv9gdRVXHnsjvZOgFyn332sTsEQRBSnGmamKaJ\nZQ18Bdg//vGPdHd3M2XKlG0TTIXsE7+1iTNAQX4em1u6yL4xuz134gknMHf2Cyxb9B6PP/44V111\nVdz23TNqqsRtf5koHO25EEhSdvWiHjdunN0hCIKQAnRdZ0t7F4GwTjRmEouZ6DGTmGFud16UJQlV\nkXCoMg5ZxuV0UJDrw+frfXXYtWvX8pe//AVJkrjnnnsS+eMIKU4kyz9QPaSIVRvb0Jyix+/uKIrC\nFb86j19d/A4zZszgnHPOobi4OC77jhkDHw3IdBYy0WgUTcuutodiZFkQsld7RydtHX4CoRi6IeF0\nupGkb8+BCqgK7OqZpAEYJkRC0NLZDlYLHqdCfo6bkuKCnZZXXHvttcRiMS688ELGjx+fsJ9LSH2i\nDOMHvF4PuZ7sGq3rj2gkwHnnnsWxxx5LR0dHXBu0x+PRWbzous578xfw3vwFKbXEroSUUr+nZBHJ\nsgDwwQcf2B2CkCSRSIT1NQ18tWIjGzYHCcWcyKoXl8vT7ydrmuZCc/qI4aap0+SrFbWsXl9HVb1Y\ngAAAIABJREFUZ9d3q6O+/vrrvPHGGwwaNIi77rorXj+OkKZEsrwT1RWlRMN+u8NIWaZpUjBIw+Vy\n8dBDD6GqKk8++SSff/55fPafIkmgrus89OTLvLMsxjvLYjz05MupkzBLEqaZXR1D3n//fcrKyuwO\nQ0gBTz/9tN0hCAkWCoVZu6GOpes2E4hqODQfqiP+c1lkWUZz+dBNF9/Ud7FizSYaNzdx9dVXA3DH\nHXeI844gkuWdUVWVISU5RKMpkhilGiNIdUXPyWPUqFFce+21WJbFb37zm7gkcCmSK/PRJ1/QZpYj\nyQqSrNBqlPPRJ1/YHRYAsiRnXbI8adKkrKvRFnZuyJAhdocgJIhhGKzbUMeK9c2EDRdOZ++1xfGi\nqk4M2c2sR/5J05YgY8eOEwuQCIBIlneptKQQj0NM9fshXQ8yvKp4u6Tl1ltvpby8nM8++yw+Iz6p\nki2nMknCNMXvSchOJSUldocgJEBzaxtfr9pEMOZEc3psiaGpuYnnZ8/G5Sviuul3UdfYknUDE8KO\nRLK8G8OHDSami3KMrQwjRmmeC693+zv9nJwc7rvvPgBuvvlm2tvbB3ScVBk9PPyQ/SmUGzANA9Mw\nKFIaOPyQ/e0OCwDLMlEU8ecrZCeRLGcWwzBYubaWupYIqtNn6zXgscf+gh7ROfLIIznwoEPpCjv4\nelUNfn/AtpgE+4mr7W44HA6Gluej62G7Q0kJqhShonznF6mzzz6bI444gpaWFmbMmDGg46RKsqxp\nGlddfAbHjndw7HgHV118Rsp0n7AsM2V+T4KQbPHqvCPYLxAIsHT1JmKSB1W19/y6aNEiPpw/H6fL\nyWWXXQb01DQ7tBzW1LaxubnN1vgE+4hkuRf5ebkUD3IQM7JveeHvi+l+RgwdvMt/lySJhx9+GEVR\nePTRR1myZEm/j5VKOaCmaRz100M56qeHpkyiDD3dMMRKUkK2GjFihN0hCHHQ3NLGqo2tKJrP7lCI\nxWI89PBDAJw37bwdbshUzUNDW4R1G+uyshNRthNX2z6oqijD64hlbd1SVA8yoqq412RxwoQJXHHF\nFZimyZVXXtnvE4qcStlyirIsI+uS5VdeecXuEIQUUV1dbXcIwgA1bG5hU0sILYkT+Hbn5Vdepram\nliEVQzjrZ2ftdBtV1fBHVFat2yQS5iyTXVfbARixVwWyGbQ7jKSLRsJUlw3q02pH0NNmp7i4mA8/\n/JBnnnmmX8fUHGL1vt4oMmJJcEEQ0tKmhmY2t+tomsvuUICeSX1PP/U0AFf+5kq03ZSDKIqCbrlY\nsbY2awfQspFIlvtIkiTGjqjE0Lt73zhD6HqYwUUuCgvy+vyavLw8Zs2aBcB1111HU1PTHh/XqSni\nrr0XTi37bijy8/PtDkEQhAGqrdtMS0cUVXXaHQrQswjWAw88QCgU4idH/ISDDjqo19fIsowheVix\ntlZcq7KESJb3gKIojBtRgRnN/IRZ10NUFLsZXFq0x6/95S9/ybHHHkt7ezvXXHPNHr8+d5BXTKrs\nhSsLk2Uxki4I6W1zcxut3QaqlhqJMvQsdvTpwk/xer1cfdXVfX6dJEkYkofV6zYlMDohVYhkeQ+p\nqso+I6uwYt0Ze0cZ08NUlXgpLS7s1+slSeKJJ57A4/Ewe/ZsXn/99T16vdvtxjJj/Tp2tsjGUhVF\nyb6fWRAyRUdnFw0twZQZUQbo7OrcNqnvsssuo7Bwz655siwTNjU21DYkIjwhhYhkuR8URWGfkdXI\nZiDjapb0SIDKMh/FRQUD2s/QoUP505/+BPSchLq6uvr8WkmScDrER3NXjFgMjzt1Ljg/JElSXL+2\nOuSQQ+K+b/GVvl+J/rwJ8RMKhVlftwXV6bY7lO089thjdHZ08qMf/4gTTjihX/tQFAftAYvmFtFW\nLpOJjKSfZFlm3MhqfFqUWIYsix3T/YyqLqJoD2qUd+fKK6/kgAMOoK6ujunTp+/Ra7OxJrevotEw\ng3JSYwa5IAhCb76pbUJ12t8e7vs+/+Jz3v7P22iaxvXXXT+gGyVVdbKpqZtQSJQPZiqRLA+AJEns\nPXQIQ4qcRPX07ZRhGDFkM8D4kRV97nrRF4qi8Pe//x2Hw8Fjjz3Gxx9/3OfXujRH3OLINA5ZSsn6\nXcuyEvJ14IEHArBw4cKEHUN8pd9XaWkpAI2NjQnZvxAftfVNxKzUehIWCoe4f9b9AJx/wQVUVFQM\neJ+ay8c3tXs+oV1IDyJZjoOS4kJGVRdhRv1pV5YRjYQo8MK4kdU4HPFPUCdMmMBNN92EZVlccskl\nRCKRPr3O5VLT7neZLE4tu/5st9YqG4ZhcyRCKtn6eRC17KnL7w/Q2qGjJODaMhBPPfUUmzdvZvjw\n4fz8Zz+L235jlpPaepEwZ6LsuuomkNfrYcLoavI9Jnok9deQN4wYxPyMrC6gqqIsoce69dZbGTly\nJCtXruTuu+/u02uKCvKIpsHv0Q5eV+qNKifS1pu4aDS7V9EUtheL9UwCTsRNvhAfG+tbU65OedWq\nVbz00ktIssQNv70hrp8fxeGgpSNMONy3QSEhfYhkOY4kSaKqoowxw0qQzQB6itYy62E/JbkK40cP\njWvZxa64XC7+9re/AXDXXXexePHiXl+jKAo+T3YlhX0RiQQpLY5PTXm68Pl6ah39fr/NkQipwjTN\nbZ8Hj8djczTCzjS3tqFbu1/1Ndl0Xefee+/FMi1+9rOfM2rkqLgfQ3N6qalvift+BXuJZDkBPB43\n40ZWU13iRjaCRHX77zIty0IP+/FpOhNGDaG8rLj3F8XREUccweWXX040GmXatGmEw71PhMgf5BaP\n3n/Ao/bcfGST4uKez2pzc7PNkQipoqOjg1gsRm5uLk5natXDCj3Xm4bmblRHag14PPmPf7BhwwaG\nVAzhwgsvSNhx/BELv188Gc0kIllOoKLCfMaNqmLoYB+KGbJloQ3TNNEjfga5YvxoTCXDqsptmxx2\n7733MmLECJYtW8Ztt93W6/bFhfkY0VASIksPlmUxyJddiTJASUkJIJJl4TtbPwtbPxtCaqlvbAEl\ntcovFn+9mLlz5yDLMtOnT8flTNy5VNPc1DaIVnKZRCTLSVCQn8vYkZWMqi7Aq+kY0cSWaFiWRSTs\nx0GI0lyZH4+pYmjlYNsnwni9Xp599lkURWHWrFnMnz9/t9vLsswgb2qNTNhJjwQoKxlY/+t0JJJl\n4YdEspy6DMOgqT1o+/Xm+wLBADPvngkW/OKXv2DsmLEJP2bYcNC2pSPhxxGSQyTLSeTzetirqpwf\njalmr8FePKoOsSDhUDdGbGAr1kXCQaKRngS5wGvxo9EVjBleSVlpEbKcOm/zQQcdxPTp07Esi/PP\nP7/XxUoKcr1EY2JiF4DXpWTlZKatZRgtLaIOUOix9bOw9bMhpI5N9c2oWmr1gX/44Udoampi5MiR\nnDftvKQcU1U16ps7k3IsIfGy78qbIvLzcsnPywV67sTbOzrxByLohkk0ZhKLmUQNE8sEJBmwwAIk\nC0WW0BwyDoeM6pBxqgoF5UVpM9Hltttu480332TRokVcffXVPPXUU7vctrAgj9rNHUB2jzCbpkl+\nbmo91kwWMbIs/JAYWU5dHQEdJYX6wH/00Uf859//RtM0pk+fntQBh6ip4A8E8XnT49os7JpIllOA\noigUFRZQtJNl6Q3D2NYkX5ZlJElKqZHi/lBVlWeffZaJEyfy9NNPc+qpp3LaaaftcvtBXpVglg8u\nR/UAJcXVdodhCzHBT/ihrZ8FMbKcWjo6uzBQSZUCjC3tW7jvvvsAuOTSS6muTu45VNNcNLd1iGQ5\nA6R31pUFFKXn0buqqiiKkvaJ8lZjxoxh5syZAFxyySU0Ne26kXvl4OKs7rlsWRZFua6Mee/31NbR\nw82bN9sciZAqtn4WxMhyamlt70ZTU6NdnGVZ3HfffXR2djJx4kTOOON0W+Lo9KdmC1lhz2Tn1VdI\nCVdeeSWTJ0+mtbWVSy65ZJdLzGqaRn6OmrVL0Bp6kKohpXaHYZuKigqcTieNjY10dooaQKFnYQmA\nESNG2ByJsJVlWXQFUucR4JtvvcUnCz7B6/Vy0003IUv2pDumpNHeIc5b6U4ky4JtZFnmqaeeIjc3\nl9dee43HH398l9tWV5QR07NvdNmIxSgt9GTtqDL0PF0ZM2YMACtWrLA5GiEVLF++HIBx48bZHImw\nVVtbO7KSGq0tazfV8sjDDwNw9TXX2PoEQlM12jrEgkrpLnuvwEJKqKys5IknngDg2muv3eXqfrIs\nU1rgybpFSiQrzODSIrvDsN0+++wDwLJly2yORLBbc3MzLS0t5OTkUFlZaXc4wrfauoIoKdCtJxKJ\ncMcddxAOhznyqKM4evJku0OiKxDN2iejmcL+T7aQ9aZOncp7773HX//6V37+85+zaNEicnJydtiu\nvKyY1o4aUHw2RJl80ahOVUkukiTZHYrt+pos+/0BtnT6CYWjhHQDw7Awv71IybKEpsi4XQo+j5OC\nvEFoWmrUVwp9t/UzsM8++4i/jRRhmibdgRjOFGjY8+ijj7L+m/UMGTKE66+/LiU+I7LiorVtC8U7\nm8UvpAUxsiykhAcffJAJEyawdu1afvWrX+30LlySJKoG59uyEqId3I4YRYX5doeRErY+bt/6+P37\nTNOktm4zX63YyKradjpDCrrlQlG9aC4fLncOLncOmtMHDg+hmJOmDpOv1zSyfE0tbVvak/3jCAMg\nSjBST3PrFlSn/R0f3nv/fV577TUcqoMZM2bg9aRGv2fF4WBLl1iNNp2JZFlICW63m7lz5+L1ennh\nhRf4+9//vtPt8vNyyfNImKaZ5AiTKxrxM3zoYLvDSBk7G1k2DIONmxr5amUtHSEFh+bDqfWtZlKW\nZVwuL6bsoaYpxLLVtbS2bklI7EJ8fX9kWUgNoXDU9nkV9fX13HffnwG44oorUm7yZ0TPrhLCTCOS\nZSFljBo1atskv6uuuoolS5bsdLu9qsvBCCYztKSKRiNUD85DTaHG/narqqrC5/PR1NREa2srfn+A\nJas30RV2oDl9A3rUqqoaluKhtjXC6nWbMv5GLN2JZDn1RKL2JoK6rnP7HbcTCoY44qc/5dRTTrU1\nnp3Ro5aoW05jIlkWUsovf/lLLrroIsLhMD//+c/x+3ecRSxJEsOrionqmZcwG4ZBrrtn5ULhO7Is\nM2HCBADefmcea2rbcGgDS5J/SHWoRCwXS1fXEgiKR6apSNf1bZOAt34eBPuFbR41/ctf/sK6tesY\nXD6Y3/72hpSoU96B4iAozitpS0zwE1LOww8/zKeffsry5cu5/PLLeeaZZ3Y4+Xm9XipLdWqbAmh9\nfPSeDhyE2CvJq0yli0mTJrHo6+V88OkKxh+QmBnukiQhqT5Wb2imanAuReKmJaUsXLiQYDDIuHHj\ndli9zzRNOru68QcjxKIGUcMkZpjfroAKkgSKIqM6ZByKgtvlID93kHiCM0CGYRCNmSg2/Rrnz5/P\nq6++iuJQmPH7Gfi8qTkBXFOddHUH8IrV/NKSSJaFlOPxeJg7dy4HHHAAzz77LJMmTeKiiy7aYbvi\nwnzCkSgtnTpqiqwaNRBm1M8+IytTc1QkBYybsB++vAqWfL3z8px4Up1eajZ34VAU8nJ37Mwi2OO9\n994DYPK37cACgSDNbZ0EQlHCuomiOnE4VLY9NJW+/QIswLQgGgWi0BE0qGlsQHOAx+WgINdDQX6e\n+PvbQ/5AEMVhz4BFfUM99/75XgAuu+wyRo0aZUscfSFJEhE9ZncYQj+JMgwhJY0dO5bHHnsMgMsv\nv5zPP/98p9tVlpeQ74VYLHVWjuqPmO5n1LDBKIpidygpaVNDM3uNnoiqaaxbty4pK/lpmof1dW0E\nAplX7pOu5s2bB8C+Ew9k6apaVm5sw6+rWIoHp9v3baLcN7Is43J7kVUvYcNJbUuYxStq+aamQTwu\n3wPd/qAto/OhcIjbbruNYCDI4T85nDNOPyPpMeypkJ7e16lsJpJlIWWdf/75/OpXvyISiXDGGWfQ\n1NS00+2GVZVT6JOIRvUkRxgfMb2bsXsPxuVy2h1KSmrb0kFzRwSv18c+43smde1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QN0xQ85HIyo7lrXNChhPzgjiGKPE6OGDcby3/0OEyZOQGtrK2686Ua8/s/XU7qG+3h4yYmv9h1O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\n/4UkGFn4dD3BAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20d50a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fancy_shotchart(harden_game)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(422.5, -47.5)"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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A6O/vT/iccHSUtv4utCmspRwcHiE2NIwVjqIe7pKwnQ4cBT58RUU4nE5WX3AWL/31GV55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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x219610b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,11))\n",
    "plt.scatter(harden_game.LOC_X, harden_game.LOC_Y,\n",
    "            s=pi*(harden_game.CLOSE_DEF_DIST*10)**2,\n",
    "            alpha = .25, c = harden_game.SHOT_MADE_FLAG,\n",
    "            cmap = plt.cm.RdYlGn)\n",
    "plt.scatter(harden_game.LOC_X, harden_game.LOC_Y, c='black')\n",
    "\n",
    "draw_court()\n",
    "# Descending values along the axis from left to right\n",
    "plt.xlim(-300,300)\n",
    "plt.ylim(422.5, -47.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def fancy_shots(df):\n",
    "    plt.figure(figsize=(12,11))\n",
    "    plt.scatter(df.LOC_X, df.LOC_Y,\n",
    "            s=pi*(df.CLOSE_DEF_DIST*10)**2,\n",
    "            alpha = .25, c = df.SHOT_MADE_FLAG,\n",
    "            cmap = plt.cm.RdYlGn)\n",
    "    plt.scatter(df.LOC_X, df.LOC_Y, c='black')\n",
    "\n",
    "    draw_court()\n",
    "    # Descending values along the axis from left to right\n",
    "    plt.xlim(-300,300)\n",
    "    plt.ylim(422.5, -47.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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A6O/vT/iccHSUtv4utCmspRwcHiE2NIwVjqIe7pKwnQ4cBT58RUU4nE5WX3AWL/31GV55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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20d73cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fancy_shots(harden_shots_full.ix[harden_shots.GAME_ID == '0021400003'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wuiJFPB5naCRMJD5CMpvBti1sZ/S5bpcLXVUJuH1U+gIEq6pnvQrEl7/8ZaLR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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x216ac908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fancy_shots(harden_shots_full.ix[harden_shots.GAME_ID == '0021400087'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HYffadcS3VBEMx/sFZQC/5SHQlSCxdTdVq9/BHsEDPHJnVBKzkyM2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BWKokZ17CgoitL1d2RaFpZlEVcsLJcDxeNE9biw+b24M3wJHdSkxUyOm9C7YVUi9Q1qGcbcuXM5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\nmTNnDi+//DJlZWVD/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gSiYULxKNgUbH3oq22aJkZUx65q+BxufC43Od5M8nJypTZeJI0c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\nyjIAAABg4v8AuM4Rg46JRNMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x223d60b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fancy_shots(harden_shots_full.ix[harden_shots.GAME_ID == '0021400512'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
